app.py

# AUTOGENERATED! DO NOT EDIT! File to edit: ../clasificacion_imagenes.ipynb.

# %% auto 0
__all__ = ['learn_inf', 'categories', 'image', 'label', 'examples', 'intf', 'is_bear', 'classify_image']

# %% ../clasificacion_imagenes.ipynb 8
from fastai.vision.all import *
import gradio as gr

def is_bear(x): return x[0].isupper()

# %% ../clasificacion_imagenes.ipynb 67
learn_inf = load_learner('model.pkl')

# %% ../clasificacion_imagenes.ipynb 73
categories = ('black','grizzly', 'teddy')

def classify_image(img):
  pred,idx,probs = learn_inf.predict(img)
  return dict(zip(categories, map(float, probs)))


# %% ../clasificacion_imagenes.ipynb 76
image = gr.inputs.Image(shape=(192, 192))
label = gr.outputs.Label()
examples = ['grizzly.jpg', 'black.jpg', 'teddy.jpg']
intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
intf.launch(inline=False, share=True, debug=True)